owiddataset

Dataset statistics

Number of variables	32
Number of observations	20556
Missing cells	157560
Missing cells (%)	24.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.0 MiB
Average record size in memory	461.3 B

Variable types

NUM	28
CAT	4

Reproduction

Analysis started	2020-05-30 01:06:23.044699
Analysis finished	2020-05-30 01:07:56.720007
Duration	1 minute and 33.68 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`iso_code` has a high cardinality: 211 distinct values	High cardinality
`location` has a high cardinality: 212 distinct values	High cardinality
`date` has a high cardinality: 151 distinct values	High cardinality
`new_cases` is highly correlated with `total_cases` and 1 other fields	High correlation
`total_cases` is highly correlated with `new_cases` and 2 other fields	High correlation
`total_deaths` is highly correlated with `total_cases`	High correlation
`new_deaths` is highly correlated with `new_cases`	High correlation
`total_tests` is highly correlated with `total_cases` and 2 other fields	High correlation
`new_tests` is highly correlated with `total_tests` and 1 other fields	High correlation
`new_tests_smoothed` is highly correlated with `total_tests` and 1 other fields	High correlation
`new_tests_smoothed_per_thousand` is highly correlated with `new_tests_per_thousand`	High correlation
`new_tests_per_thousand` is highly correlated with `new_tests_smoothed_per_thousand`	High correlation
`aged_65_older` is highly correlated with `median_age` and 1 other fields	High correlation
`median_age` is highly correlated with `aged_65_older`	High correlation
`aged_70_older` is highly correlated with `aged_65_older`	High correlation
`total_cases_per_million` has 385 (1.9%) missing values	Missing
`new_cases_per_million` has 385 (1.9%) missing values	Missing
`total_deaths_per_million` has 385 (1.9%) missing values	Missing
`new_deaths_per_million` has 385 (1.9%) missing values	Missing
`total_tests` has 15041 (73.2%) missing values	Missing
`new_tests` has 15644 (76.1%) missing values	Missing
`total_tests_per_thousand` has 15041 (73.2%) missing values	Missing
`new_tests_per_thousand` has 15644 (76.1%) missing values	Missing
`new_tests_smoothed` has 14508 (70.6%) missing values	Missing
`new_tests_smoothed_per_thousand` has 14508 (70.6%) missing values	Missing
`tests_units` has 13909 (67.7%) missing values	Missing
`stringency_index` has 4309 (21.0%) missing values	Missing
`population_density` has 910 (4.4%) missing values	Missing
`median_age` has 1863 (9.1%) missing values	Missing
`aged_65_older` has 2115 (10.3%) missing values	Missing
`aged_70_older` has 1957 (9.5%) missing values	Missing
`gdp_per_capita` has 2122 (10.3%) missing values	Missing
`extreme_poverty` has 8331 (40.5%) missing values	Missing
`cvd_death_rate` has 1944 (9.5%) missing values	Missing
`diabetes_prevalence` has 1259 (6.1%) missing values	Missing
`female_smokers` has 5405 (26.3%) missing values	Missing
`male_smokers` has 5569 (27.1%) missing values	Missing
`handwashing_facilities` has 12421 (60.4%) missing values	Missing
`hospital_beds_per_100k` has 3392 (16.5%) missing values	Missing
`new_cases_per_million` is highly skewed (γ1 = 30.78732471)	Skewed
`new_deaths_per_million` is highly skewed (γ1 = 23.52733283)	Skewed
`total_cases` has 3332 (16.2%) zeros	Zeros
`new_cases` has 8586 (41.8%) zeros	Zeros
`total_deaths` has 8762 (42.6%) zeros	Zeros
`new_deaths` has 14426 (70.2%) zeros	Zeros
`total_cases_per_million` has 2975 (14.5%) zeros	Zeros
`new_cases_per_million` has 8219 (40.0%) zeros	Zeros
`total_deaths_per_million` has 8400 (40.9%) zeros	Zeros
`new_deaths_per_million` has 14050 (68.3%) zeros	Zeros
`new_tests_smoothed_per_thousand` has 237 (1.2%) zeros	Zeros
`stringency_index` has 2171 (10.6%) zeros	Zeros

iso_code
Categorical

HIGH CARDINALITY

Distinct count	211
Unique (%)	1.0%
Missing	64
Missing (%)	0.3%
Memory size	160.7 KiB

CAN	151
BEL	151
DEU	151
SGP	151
AUT	151
Other values (206)	19737

Value	Count	Frequency (%)
CAN	151	0.7%
BEL	151	0.7%
DEU	151	0.7%
SGP	151	0.7%
AUT	151	0.7%
KOR	151	0.7%
RUS	151	0.7%
FIN	151	0.7%
GRC	151	0.7%
GBR	151	0.7%
IRN	151	0.7%
MYS	151	0.7%
BRA	151	0.7%
CZE	151	0.7%
ISL	151	0.7%
MEX	151	0.7%
FRA	151	0.7%
NPL	151	0.7%
AUS	151	0.7%
HRV	151	0.7%
ISR	151	0.7%
NLD	151	0.7%
CHE	151	0.7%
SWE	151	0.7%
NOR	151	0.7%
Other values (186)	16717	81.3%

Length

Max length	8
Median length	3
Mean length	3.036728936
Min length	3

Overview of Unicode Properties

Unique unicode characters	29
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
R	5082	8.1%
A	4872	7.8%
N	4500	7.2%
M	3656	5.9%
L	3438	5.5%
S	3363	5.4%
E	3141	5.0%
G	3129	5.0%
B	3024	4.8%
I	2763	4.4%
T	2710	4.3%
C	2567	4.1%
U	2477	4.0%
D	2348	3.8%
O	2206	3.5%
P	1874	3.0%
H	1813	2.9%
K	1759	2.8%
Z	1355	2.2%
W	1224	2.0%
V	1210	1.9%
Y	1158	1.9%
F	979	1.6%
J	550	0.9%
X	510	0.8%
Other values (4)	715	1.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	62080	99.5%
Lowercase Letter	192	0.3%
Connector Punctuation	151	0.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
R	5082	8.2%
A	4872	7.8%
N	4500	7.2%
M	3656	5.9%
L	3438	5.5%
S	3363	5.4%
E	3141	5.1%
G	3129	5.0%
B	3024	4.9%
I	2763	4.5%
T	2710	4.4%
C	2567	4.1%
U	2477	4.0%
D	2348	3.8%
O	2206	3.6%
P	1874	3.0%
H	1813	2.9%
K	1759	2.8%
Z	1355	2.2%
W	1224	2.0%
V	1210	1.9%
Y	1158	1.9%
F	979	1.6%
J	550	0.9%
X	510	0.8%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	151	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	128	66.7%
a	64	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62272	99.8%
Common	151	0.2%

Most frequent Latin characters

Value	Count	Frequency (%)
R	5082	8.2%
A	4872	7.8%
N	4500	7.2%
M	3656	5.9%
L	3438	5.5%
S	3363	5.4%
E	3141	5.0%
G	3129	5.0%
B	3024	4.9%
I	2763	4.4%
T	2710	4.4%
C	2567	4.1%
U	2477	4.0%
D	2348	3.8%
O	2206	3.5%
P	1874	3.0%
H	1813	2.9%
K	1759	2.8%
Z	1355	2.2%
W	1224	2.0%
V	1210	1.9%
Y	1158	1.9%
F	979	1.6%
J	550	0.9%
X	510	0.8%
Other values (3)	564	0.9%

Most frequent Common characters

Value	Count	Frequency (%)
_	151	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62423	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
R	5082	8.1%
A	4872	7.8%
N	4500	7.2%
M	3656	5.9%
L	3438	5.5%
S	3363	5.4%
E	3141	5.0%
G	3129	5.0%
B	3024	4.8%
I	2763	4.4%
T	2710	4.3%
C	2567	4.1%
U	2477	4.0%
D	2348	3.8%
O	2206	3.5%
P	1874	3.0%
H	1813	2.9%
K	1759	2.8%
Z	1355	2.2%
W	1224	2.0%
V	1210	1.9%
Y	1158	1.9%
F	979	1.6%
J	550	0.9%
X	510	0.8%
Other values (4)	715	1.1%

location
Categorical

HIGH CARDINALITY

Distinct count	212
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	160.7 KiB

Denmark	151
France	151
Canada	151
World	151
Norway	151
Other values (207)	19801

Value	Count	Frequency (%)
Denmark	151	0.7%
France	151	0.7%
Canada	151	0.7%
World	151	0.7%
Norway	151	0.7%
United Kingdom	151	0.7%
Vietnam	151	0.7%
Israel	151	0.7%
Nepal	151	0.7%
China	151	0.7%
United States	151	0.7%
Australia	151	0.7%
Croatia	151	0.7%
Estonia	151	0.7%
Iceland	151	0.7%
Netherlands	151	0.7%
Mexico	151	0.7%
Germany	151	0.7%
Italy	151	0.7%
Belgium	151	0.7%
Belarus	151	0.7%
Switzerland	151	0.7%
Austria	151	0.7%
Japan	151	0.7%
South Korea	151	0.7%
Other values (187)	16781	81.6%

Length

Max length	32
Median length	7
Mean length	8.625267562
Min length	4

Overview of Unicode Properties

Unique unicode characters	56
Unique unicode categories (?)	7
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	26651	15.0%
i	15215	8.6%
n	15091	8.5%
e	12614	7.1%
r	10398	5.9%
o	8730	4.9%
t	7079	4.0%
l	6603	3.7%
d	6004	3.4%
u	5959	3.4%
s	5898	3.3%
	5679	3.2%
c	3470	2.0%
g	3452	1.9%
m	3367	1.9%
S	2967	1.7%
b	2803	1.6%
h	2663	1.5%
y	2022	1.1%
C	1982	1.1%
M	1979	1.1%
p	1902	1.1%
B	1896	1.1%
I	1862	1.1%
A	1808	1.0%
Other values (31)	19207	10.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	145866	82.3%
Uppercase Letter	25485	14.4%
Space Separator	5679	3.2%
Other Punctuation	77	< 0.1%
Open Punctuation	65	< 0.1%
Close Punctuation	65	< 0.1%
Dash Punctuation	64	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	2967	11.6%
C	1982	7.8%
M	1979	7.8%
B	1896	7.4%
I	1862	7.3%
A	1808	7.1%
G	1535	6.0%
N	1225	4.8%
L	1111	4.4%
P	1062	4.2%
T	975	3.8%
R	968	3.8%
K	942	3.7%
E	941	3.7%
U	810	3.2%
F	650	2.6%
D	576	2.3%
V	570	2.2%
H	430	1.7%
J	378	1.5%
Z	291	1.1%
W	185	0.7%
Q	147	0.6%
O	145	0.6%
Y	50	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	26651	18.3%
i	15215	10.4%
n	15091	10.3%
e	12614	8.6%
r	10398	7.1%
o	8730	6.0%
t	7079	4.9%
l	6603	4.5%
d	6004	4.1%
u	5959	4.1%
s	5898	4.0%
c	3470	2.4%
g	3452	2.4%
m	3367	2.3%
b	2803	1.9%
h	2663	1.8%
y	2022	1.4%
p	1902	1.3%
w	1378	0.9%
z	1261	0.9%
k	1058	0.7%
v	867	0.6%
f	477	0.3%
j	316	0.2%
x	295	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	5679	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
'	77	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	64	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	65	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	65	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	171351	96.6%
Common	5950	3.4%

Most frequent Latin characters

Value	Count	Frequency (%)
a	26651	15.6%
i	15215	8.9%
n	15091	8.8%
e	12614	7.4%
r	10398	6.1%
o	8730	5.1%
t	7079	4.1%
l	6603	3.9%
d	6004	3.5%
u	5959	3.5%
s	5898	3.4%
c	3470	2.0%
g	3452	2.0%
m	3367	2.0%
S	2967	1.7%
b	2803	1.6%
h	2663	1.6%
y	2022	1.2%
C	1982	1.2%
M	1979	1.2%
p	1902	1.1%
B	1896	1.1%
I	1862	1.1%
A	1808	1.1%
G	1535	0.9%
Other values (26)	17401	10.2%

Most frequent Common characters

Value	Count	Frequency (%)
	5679	95.4%
'	77	1.3%
(	65	1.1%
)	65	1.1%
-	64	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	177301	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	26651	15.0%
i	15215	8.6%
n	15091	8.5%
e	12614	7.1%
r	10398	5.9%
o	8730	4.9%
t	7079	4.0%
l	6603	3.7%
d	6004	3.4%
u	5959	3.4%
s	5898	3.3%
	5679	3.2%
c	3470	2.0%
g	3452	1.9%
m	3367	1.9%
S	2967	1.7%
b	2803	1.6%
h	2663	1.5%
y	2022	1.1%
C	1982	1.1%
M	1979	1.1%
p	1902	1.1%
B	1896	1.1%
I	1862	1.1%
A	1808	1.0%
Other values (31)	19207	10.8%

date
Categorical

HIGH CARDINALITY

Distinct count	151
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	160.7 KiB

2020-05-21	211
2020-05-25	211
2020-05-24	211
2020-05-19	211
2020-05-26	211
Other values (146)	19501

Value	Count	Frequency (%)
2020-05-21	211	1.0%
2020-05-25	211	1.0%
2020-05-24	211	1.0%
2020-05-19	211	1.0%
2020-05-26	211	1.0%
2020-05-20	211	1.0%
2020-05-18	211	1.0%
2020-05-15	211	1.0%
2020-05-16	211	1.0%
2020-05-23	211	1.0%
2020-05-17	211	1.0%
2020-05-22	211	1.0%
2020-05-07	210	1.0%
2020-05-05	210	1.0%
2020-05-27	210	1.0%
2020-05-28	210	1.0%
2020-05-09	210	1.0%
2020-05-04	210	1.0%
2020-05-06	210	1.0%
2020-05-08	210	1.0%
2020-05-11	210	1.0%
2020-05-12	210	1.0%
2020-05-13	210	1.0%
2020-05-14	210	1.0%
2020-05-02	210	1.0%
Other values (126)	15294	74.4%

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	68958	33.5%
2	52604	25.6%
-	41112	20.0%
1	11300	5.5%
4	8199	4.0%
5	8140	4.0%
3	6846	3.3%
9	2165	1.1%
7	2084	1.0%
8	2084	1.0%
6	2068	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	164448	80.0%
Dash Punctuation	41112	20.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	68958	41.9%
2	52604	32.0%
1	11300	6.9%
4	8199	5.0%
5	8140	4.9%
3	6846	4.2%
9	2165	1.3%
7	2084	1.3%
8	2084	1.3%
6	2068	1.3%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	41112	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	205560	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	68958	33.5%
2	52604	25.6%
-	41112	20.0%
1	11300	5.5%
4	8199	4.0%
5	8140	4.0%
3	6846	3.3%
9	2165	1.1%
7	2084	1.0%
8	2084	1.0%
6	2068	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	205560	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	68958	33.5%
2	52604	25.6%
-	41112	20.0%
1	11300	5.5%
4	8199	4.0%
5	8140	4.0%
3	6846	3.3%
9	2165	1.1%
7	2084	1.0%
8	2084	1.0%
6	2068	1.0%

total_cases
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	5620
Unique (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19342.057793345008
Minimum	0
Maximum	5776934
Zeros	3332
Zeros (%)	16.2%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	99
Q3	1329.25
95-th percentile	38690.25
Maximum	5776934
Range	5776934
Interquartile range (IQR)	1323.25

Descriptive statistics

Standard deviation	198317.8553
Coefficient of variation (CV)	10.25319319
Kurtosis	438.5225615
Mean	19342.05779
Median Absolute Deviation (MAD)	99
Skewness	19.62476663
Sum	397595340
Variance	3.932997174e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3332	16.2%
1	624	3.0%
3	346	1.7%
2	316	1.5%
11	293	1.4%
18	250	1.2%
16	241	1.2%
6	221	1.1%
7	204	1.0%
8	203	1.0%
5	194	0.9%
4	175	0.9%
15	174	0.8%
12	173	0.8%
10	172	0.8%
19	149	0.7%
14	144	0.7%
9	143	0.7%
13	132	0.6%
25	109	0.5%
24	108	0.5%
39	80	0.4%
21	77	0.4%
17	75	0.4%
22	73	0.4%
Other values (5595)	12548	61.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3332	16.2%
1	624	3.0%
2	316	1.5%
3	346	1.7%
4	175	0.9%
5	194	0.9%
6	221	1.1%
7	204	1.0%
8	203	1.0%
9	143	0.7%

Value	Count	Frequency (%)
5776934	1	< 0.1%
5657752	1	< 0.1%
5556130	1	< 0.1%
5460254	1	< 0.1%
5371158	1	< 0.1%
5276942	1	< 0.1%
5175836	1	< 0.1%
5069262	1	< 0.1%
4961338	1	< 0.1%
4861975	1	< 0.1%

new_cases
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	1856
Unique (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	562.067912045145
Minimum	-2461
Maximum	119182
Zeros	8586
Zeros (%)	41.8%
Memory size	160.7 KiB

Quantile statistics

Minimum	-2461
5-th percentile	0
Q1	0
median	2
Q3	46
95-th percentile	1144.5
Maximum	119182
Range	121643
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	5007.224301
Coefficient of variation (CV)	8.908575269
Kurtosis	258.4626488
Mean	562.067912
Median Absolute Deviation (MAD)	2
Skewness	15.3614804
Sum	11553868
Variance	25072295.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8586	41.8%
1	1136	5.5%
2	696	3.4%
3	468	2.3%
4	387	1.9%
6	310	1.5%
5	301	1.5%
7	224	1.1%
8	220	1.1%
9	205	1.0%
10	199	1.0%
11	171	0.8%
12	154	0.7%
15	150	0.7%
13	135	0.7%
14	126	0.6%
17	108	0.5%
16	108	0.5%
19	101	0.5%
18	98	0.5%
21	91	0.4%
22	88	0.4%
20	86	0.4%
27	75	0.4%
28	72	0.4%
Other values (1831)	6261	30.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2461	1	< 0.1%
-1480	1	< 0.1%
-713	1	< 0.1%
-525	1	< 0.1%
-372	1	< 0.1%
-209	1	< 0.1%
-161	1	< 0.1%
-115	1	< 0.1%
-105	1	< 0.1%
-50	1	< 0.1%

Value	Count	Frequency (%)
119182	1	< 0.1%
107924	1	< 0.1%
106574	1	< 0.1%
101622	1	< 0.1%
101106	1	< 0.1%
100548	1	< 0.1%
99363	1	< 0.1%
98033	1	< 0.1%
96665	1	< 0.1%
95876	1	< 0.1%

total_deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1922
Unique (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1275.1473535707337
Minimum	0
Maximum	360089
Zeros	8762
Zeros (%)	42.6%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	28
95-th percentile	1765.25
Maximum	360089
Range	360089
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	13366.44884
Coefficient of variation (CV)	10.48227784
Kurtosis	414.8385606
Mean	1275.147354
Median Absolute Deviation (MAD)	2
Skewness	19.15974336
Sum	26211929
Variance	178661954.7

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8762	42.6%
1	1485	7.2%
2	705	3.4%
3	588	2.9%
5	381	1.9%
4	376	1.8%
6	339	1.6%
7	300	1.5%
10	295	1.4%
9	291	1.4%
8	270	1.3%
12	156	0.8%
11	156	0.8%
21	121	0.6%
13	109	0.5%
14	106	0.5%
15	99	0.5%
17	95	0.5%
20	92	0.4%
26	78	0.4%
24	78	0.4%
19	77	0.4%
22	76	0.4%
18	76	0.4%
16	72	0.4%
Other values (1897)	5373	26.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8762	42.6%
1	1485	7.2%
2	705	3.4%
3	588	2.9%
4	376	1.8%
5	381	1.9%
6	339	1.6%
7	300	1.5%
8	270	1.3%
9	291	1.4%

Value	Count	Frequency (%)
360089	1	< 0.1%
355356	1	< 0.1%
350213	1	< 0.1%
346277	1	< 0.1%
342894	1	< 0.1%
342078	1	< 0.1%
338089	1	< 0.1%
333399	1	< 0.1%
327957	1	< 0.1%
323156	1	< 0.1%

new_deaths
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	586
Unique (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.03492897450866
Minimum	-1918
Maximum	10520
Zeros	14426
Zeros (%)	70.2%
Memory size	160.7 KiB

Quantile statistics

Minimum	-1918
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	58
Maximum	10520
Range	12438
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	332.876747
Coefficient of variation (CV)	9.501282198
Kurtosis	321.0569448
Mean	35.03492897
Median Absolute Deviation (MAD)	0
Skewness	16.60452539
Sum	720178
Variance	110806.9287

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	14426	70.2%
1	1473	7.2%
2	740	3.6%
3	442	2.2%
4	347	1.7%
5	234	1.1%
6	206	1.0%
7	167	0.8%
8	140	0.7%
10	119	0.6%
9	117	0.6%
11	90	0.4%
13	71	0.3%
12	71	0.3%
15	63	0.3%
16	59	0.3%
14	56	0.3%
17	46	0.2%
18	42	0.2%
21	39	0.2%
22	34	0.2%
28	32	0.2%
19	31	0.2%
25	30	0.1%
23	28	0.1%
Other values (561)	1453	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1918	1	< 0.1%
0	14426	70.2%
1	1473	7.2%
2	740	3.6%
3	442	2.2%
4	347	1.7%
5	234	1.1%
6	206	1.0%
7	167	0.8%
8	140	0.7%

Value	Count	Frequency (%)
10520	1	< 0.1%
8709	1	< 0.1%
8568	1	< 0.1%
7663	1	< 0.1%
7604	1	< 0.1%
7445	1	< 0.1%
7444	1	< 0.1%
7284	1	< 0.1%
7221	1	< 0.1%
6671	1	< 0.1%

total_cases_per_million
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	11302
Unique (%)	56.0%
Missing	385
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	538.8408424470774
Minimum	0.0
Maximum	19741.881999999998
Zeros	2975
Zeros (%)	14.5%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.825
median	33.94
Q3	274.124
95-th percentile	2983.7155
Maximum	19741.882
Range	19741.882
Interquartile range (IQR)	273.299

Descriptive statistics

Standard deviation	1535.798857
Coefficient of variation (CV)	2.850190142
Kurtosis	53.47733858
Mean	538.8408424
Median Absolute Deviation (MAD)	33.94
Skewness	6.261412086
Sum	10868958.63
Variance	2358678.13

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2975	14.5%
0.034	67	0.3%
199.973	57	0.3%
63.049	55	0.3%
222.25	50	0.2%
193.757	50	0.2%
2.611	49	0.2%
17.046	48	0.2%
2200.44	47	0.2%
45.269	46	0.2%
6.297	46	0.2%
111.857	45	0.2%
10.997	40	0.2%
7.297	40	0.2%
281.997	40	0.2%
0.06	39	0.2%
20.079	39	0.2%
0.894	38	0.2%
0.014	36	0.2%
3826.87	36	0.2%
0.047	35	0.2%
18.203	35	0.2%
10.045	34	0.2%
3732.415	34	0.2%
2176.364	34	0.2%
Other values (11277)	16156	78.6%
(Missing)	385	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2975	14.5%
0.001	5	< 0.1%
0.002	28	0.1%
0.003	7	< 0.1%
0.004	2	< 0.1%
0.005	8	< 0.1%
0.006	4	< 0.1%
0.007	1	< 0.1%
0.008	22	0.1%
0.009	12	0.1%

Value	Count	Frequency (%)
19741.882	1	< 0.1%
19653.486	1	< 0.1%
19624.02	2	< 0.1%
19594.555	2	< 0.1%
19476.693	1	< 0.1%
19388.296	1	< 0.1%
19329.365	1	< 0.1%
19299.9	1	< 0.1%
19270.434	2	< 0.1%
19240.969	1	< 0.1%

new_cases_per_million
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct count	6531
Unique (%)	32.4%
Missing	385
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	13.514348173119826
Minimum	-265.189
Maximum	4944.376
Zeros	8219
Zeros (%)	40.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	-265.189
5-th percentile	0
Q1	0
median	0.28
Q3	6.0745
95-th percentile	64.47
Maximum	4944.376
Range	5209.565
Interquartile range (IQR)	6.0745

Descriptive statistics

Standard deviation	63.3846036
Coefficient of variation (CV)	4.690170979
Kurtosis	1936.483265
Mean	13.51434817
Median Absolute Deviation (MAD)	0.28
Skewness	30.78732471
Sum	272597.917
Variance	4017.607974

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8219	40.0%
0.207	30	0.1%
2.543	27	0.1%
0.01	27	0.1%
0.392	26	0.1%
0.042	24	0.1%
0.017	24	0.1%
0.588	24	0.1%
0.061	23	0.1%
0.196	23	0.1%
0.018	23	0.1%
0.052	22	0.1%
0.009	21	0.1%
0.026	21	0.1%
0.067	20	0.1%
0.251	19	0.1%
0.001	19	0.1%
0.06	19	0.1%
0.305	19	0.1%
0.084	18	0.1%
0.144	18	0.1%
0.043	18	0.1%
0.078	18	0.1%
0.414	17	0.1%
0.057	17	0.1%
Other values (6506)	11435	55.6%
(Missing)	385	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-265.189	1	< 0.1%
-139.488	1	< 0.1%
-83.886	1	< 0.1%
-38.57	1	< 0.1%
-17.24	1	< 0.1%
-15.789	1	< 0.1%
-15.25	1	< 0.1%
-7.956	1	< 0.1%
-7.734	1	< 0.1%
-2.834	1	< 0.1%

Value	Count	Frequency (%)
4944.376	1	< 0.1%
1722.653	1	< 0.1%
1473.447	1	< 0.1%
1236.094	8	< 0.1%
1060.758	1	< 0.1%
1001.827	1	< 0.1%
861.326	1	< 0.1%
854.499	1	< 0.1%
800.16	1	< 0.1%
736.637	3	< 0.1%

total_deaths_per_million
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	5150
Unique (%)	25.5%
Missing	385
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	23.56194705269942
Minimum	0.0
Maximum	1237.5510000000002
Zeros	8400
Zeros (%)	40.9%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.234
Q3	5.161
95-th percentile	110.228
Maximum	1237.551
Range	1237.551
Interquartile range (IQR)	5.161

Descriptive statistics

Standard deviation	95.75791243
Coefficient of variation (CV)	4.064091657
Kurtosis	68.69972324
Mean	23.56194705
Median Absolute Deviation (MAD)	0.234
Skewness	7.407969188
Sum	475268.034
Variance	9169.577793

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8400	40.9%
0.414	70	0.3%
15.216	70	0.3%
6.094	64	0.3%
2.286	62	0.3%
0.084	61	0.3%
0.352	58	0.3%
0.425	58	0.3%
1.705	58	0.3%
5.716	56	0.3%
0.061	56	0.3%
26.221	55	0.3%
25.828	54	0.3%
5.03	52	0.3%
34.748	52	0.3%
29.624	48	0.2%
0.215	43	0.2%
33.072	41	0.2%
30.635	39	0.2%
29.304	39	0.2%
0.269	39	0.2%
1.799	38	0.2%
0.009	37	0.2%
27.972	36	0.2%
0.026	36	0.2%
Other values (5125)	10549	51.3%
(Missing)	385	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8400	40.9%
0.001	13	0.1%
0.002	7	< 0.1%
0.003	5	< 0.1%
0.004	2	< 0.1%
0.005	10	< 0.1%
0.006	1	< 0.1%
0.007	3	< 0.1%
0.008	14	0.1%
0.009	37	0.2%

Value	Count	Frequency (%)
1237.551	6	< 0.1%
1208.085	27	0.1%
1178.62	5	< 0.1%
1149.154	4	< 0.1%
1119.689	1	< 0.1%
1060.758	3	< 0.1%
1031.292	2	< 0.1%
1001.827	4	< 0.1%
942.896	4	< 0.1%
883.965	1	< 0.1%

new_deaths_per_million
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct count	1685
Unique (%)	8.4%
Missing	385
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	0.5719709483912548
Minimum	-41.023
Maximum	200.04
Zeros	14050
Zeros (%)	68.3%
Memory size	160.7 KiB

Quantile statistics

Minimum	-41.023
5-th percentile	0
Q1	0
median	0
Q3	0.062
95-th percentile	2.2225
Maximum	200.04
Range	241.063
Interquartile range (IQR)	0.062

Descriptive statistics

Standard deviation	3.528852488
Coefficient of variation (CV)	6.169635885
Kurtosis	975.0926679
Mean	0.5719709484
Median Absolute Deviation (MAD)	0
Skewness	23.52733283
Sum	11537.226
Variance	12.45279988

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	14050	68.3%
0.099	62	0.3%
0.039	44	0.2%
0.347	42	0.2%
0.288	36	0.2%
0.02	35	0.2%
0.48	34	0.2%
0.088	33	0.2%
0.147	32	0.2%
0.154	31	0.2%
0.096	30	0.1%
0.196	30	0.1%
0.034	29	0.1%
0.038	29	0.1%
0.03	29	0.1%
0.031	28	0.1%
0.048	27	0.1%
0.137	27	0.1%
0.026	26	0.1%
0.244	26	0.1%
0.144	26	0.1%
0.024	25	0.1%
0.041	25	0.1%
0.027	24	0.1%
0.029	24	0.1%
Other values (1660)	5367	26.1%
(Missing)	385	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-41.023	1	< 0.1%
0	14050	68.3%
0.001	21	0.1%
0.002	11	0.1%
0.003	14	0.1%
0.004	10	< 0.1%
0.005	21	0.1%
0.006	19	0.1%
0.007	6	< 0.1%
0.008	20	0.1%

Value	Count	Frequency (%)
200.04	1	< 0.1%
176.793	1	< 0.1%
117.862	1	< 0.1%
93.279	1	< 0.1%
88.396	1	< 0.1%
58.931	8	< 0.1%
58.801	1	< 0.1%
51.77	1	< 0.1%
50.963	1	< 0.1%
47.39	1	< 0.1%

total_tests
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	5287
Unique (%)	95.9%
Missing	15041
Missing (%)	73.2%
Infinite	0
Infinite (%)	0.0%

Mean	274596.92239347234
Minimum	1.0
Maximum	15192481.0
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	1
5-th percentile	306.1
Q1	9266
median	47816
Q3	172136.5
95-th percentile	966647.3
Maximum	15192481
Range	15192480
Interquartile range (IQR)	162870.5

Descriptive statistics

Standard deviation	995644.7584
Coefficient of variation (CV)	3.625840923
Kurtosis	90.85502029
Mean	274596.9224
Median Absolute Deviation (MAD)	45494
Skewness	8.622568735
Sum	1514402027
Variance	9.91308485e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
111	4	< 0.1%
576	4	< 0.1%
33	4	< 0.1%
31	4	< 0.1%
326	4	< 0.1%
16	4	< 0.1%
25	4	< 0.1%
584	3	< 0.1%
1145	3	< 0.1%
620	3	< 0.1%
52	3	< 0.1%
211	3	< 0.1%
36	3	< 0.1%
450	3	< 0.1%
14	3	< 0.1%
62	3	< 0.1%
35	3	< 0.1%
4298	3	< 0.1%
609	3	< 0.1%
84	3	< 0.1%
57	3	< 0.1%
45	3	< 0.1%
880	3	< 0.1%
20	3	< 0.1%
5	3	< 0.1%
Other values (5262)	5433	26.4%
(Missing)	15041	73.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	3	< 0.1%
9	2	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
12	2	< 0.1%
13	2	< 0.1%

Value	Count	Frequency (%)
15192481	1	< 0.1%
14907041	1	< 0.1%
14604942	1	< 0.1%
14163694	1	< 0.1%
13784786	1	< 0.1%
13419058	1	< 0.1%
13024762	1	< 0.1%
12608216	1	< 0.1%
12202812	1	< 0.1%
11806021	1	< 0.1%

new_tests
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	3514
Unique (%)	71.5%
Missing	15644
Missing (%)	76.1%
Infinite	0
Infinite (%)	0.0%

Mean	10657.82756514658
Minimum	1.0
Maximum	441248.0
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	1
5-th percentile	32
Q1	584.75
median	1992
Q3	6542.25
95-th percentile	38464.35
Maximum	441248
Range	441247
Interquartile range (IQR)	5957.5

Descriptive statistics

Standard deviation	35388.57175
Coefficient of variation (CV)	3.320430128
Kurtosis	55.74652196
Mean	10657.82757
Median Absolute Deviation (MAD)	1798
Skewness	6.897168068
Sum	52351249
Variance	1252351010

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	18	0.1%
2	14	0.1%
5	13	0.1%
8	12	0.1%
10	10	< 0.1%
16	10	< 0.1%
3	10	< 0.1%
4	9	< 0.1%
7	9	< 0.1%
9	9	< 0.1%
722	8	< 0.1%
18	8	< 0.1%
15	8	< 0.1%
24	8	< 0.1%
29	8	< 0.1%
36	8	< 0.1%
32	8	< 0.1%
22	7	< 0.1%
25	7	< 0.1%
443	7	< 0.1%
6	7	< 0.1%
13	6	< 0.1%
45	6	< 0.1%
33	6	< 0.1%
27	6	< 0.1%
Other values (3489)	4690	22.8%
(Missing)	15644	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	18	0.1%
2	14	0.1%
3	10	< 0.1%
4	9	< 0.1%
5	13	0.1%
6	7	< 0.1%
7	9	< 0.1%
8	12	0.1%
9	9	< 0.1%
10	10	< 0.1%

Value	Count	Frequency (%)
441248	1	< 0.1%
416546	1	< 0.1%
405404	1	< 0.1%
402808	1	< 0.1%
396791	1	< 0.1%
394296	1	< 0.1%
384644	1	< 0.1%
378908	1	< 0.1%
376751	1	< 0.1%
365728	1	< 0.1%

total_tests_per_thousand
Real number (ℝ_≥0)

MISSING

Distinct count	4033
Unique (%)	73.1%
Missing	15041
Missing (%)	73.2%
Infinite	0
Infinite (%)	0.0%

Mean	12.190792747053493
Minimum	0.0
Maximum	176.11700000000002
Zeros	26
Zeros (%)	0.1%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.011
Q1	0.3985
median	2.746
Q3	14.5555
95-th percentile	51.6989
Maximum	176.117
Range	176.117
Interquartile range (IQR)	14.157

Descriptive statistics

Standard deviation	22.29090843
Coefficient of variation (CV)	1.8285036
Kurtosis	17.45505148
Mean	12.19079275
Median Absolute Deviation (MAD)	2.708
Skewness	3.643057346
Sum	67232.222
Variance	496.8845986

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.001	43	0.2%
0.002	34	0.2%
0.003	28	0.1%
0.007	28	0.1%
0	26	0.1%
0.004	24	0.1%
0.008	22	0.1%
0.01	22	0.1%
0.015	21	0.1%
0.005	19	0.1%
0.013	17	0.1%
0.016	16	0.1%
0.02	16	0.1%
0.027	15	0.1%
0.018	15	0.1%
0.024	15	0.1%
0.012	15	0.1%
0.006	14	0.1%
0.017	14	0.1%
0.009	12	0.1%
0.011	11	0.1%
0.014	10	< 0.1%
0.055	9	< 0.1%
0.021	9	< 0.1%
0.023	9	< 0.1%
Other values (4008)	5051	24.6%
(Missing)	15041	73.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	0.1%
0.001	43	0.2%
0.002	34	0.2%
0.003	28	0.1%
0.004	24	0.1%
0.005	19	0.1%
0.006	14	0.1%
0.007	28	0.1%
0.008	22	0.1%
0.009	12	0.1%

Value	Count	Frequency (%)
176.117	1	< 0.1%
175.056	1	< 0.1%
174.57	1	< 0.1%
173.029	1	< 0.1%
172.352	1	< 0.1%
172.316	1	< 0.1%
172.147	1	< 0.1%
171.092	1	< 0.1%
170.708	1	< 0.1%
170.503	1	< 0.1%

new_tests_per_thousand
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	1304
Unique (%)	26.5%
Missing	15644
Missing (%)	76.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.397878664495114
Minimum	0.0
Maximum	7.285
Zeros	171
Zeros (%)	0.8%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	0.031
median	0.156
Q3	0.55025
95-th percentile	1.498
Maximum	7.285
Range	7.285
Interquartile range (IQR)	0.51925

Descriptive statistics

Standard deviation	0.6108690395
Coefficient of variation (CV)	1.535314894
Kurtosis	18.50312575
Mean	0.3978786645
Median Absolute Deviation (MAD)	0.147
Skewness	3.449076752
Sum	1954.38
Variance	0.3731609834

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	171	0.8%
0.001	109	0.5%
0.002	59	0.3%
0.007	54	0.3%
0.006	52	0.3%
0.004	49	0.2%
0.008	48	0.2%
0.005	48	0.2%
0.014	41	0.2%
0.013	39	0.2%
0.009	38	0.2%
0.012	37	0.2%
0.003	37	0.2%
0.011	32	0.2%
0.017	31	0.2%
0.015	31	0.2%
0.021	30	0.1%
0.019	29	0.1%
0.022	28	0.1%
0.026	28	0.1%
0.01	27	0.1%
0.023	26	0.1%
0.03	26	0.1%
0.059	24	0.1%
0.056	24	0.1%
Other values (1279)	3794	18.5%
(Missing)	15644	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	171	0.8%
0.001	109	0.5%
0.002	59	0.3%
0.003	37	0.2%
0.004	49	0.2%
0.005	48	0.2%
0.006	52	0.3%
0.007	54	0.3%
0.008	48	0.2%
0.009	38	0.2%

Value	Count	Frequency (%)
7.285	1	< 0.1%
6.708	1	< 0.1%
5.729	1	< 0.1%
5.357	1	< 0.1%
5.14	1	< 0.1%
5.002	1	< 0.1%
4.911	1	< 0.1%
4.897	1	< 0.1%
4.724	1	< 0.1%
4.557	1	< 0.1%

new_tests_smoothed
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	4106
Unique (%)	67.9%
Missing	14508
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%

Mean	9595.70171957672
Minimum	0.0
Maximum	399846.0
Zeros	32
Zeros (%)	0.2%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	36
Q1	687.5
median	2169.5
Q3	6079.25
95-th percentile	40948.45
Maximum	399846
Range	399846
Interquartile range (IQR)	5391.75

Descriptive statistics

Standard deviation	30563.02969
Coefficient of variation (CV)	3.185075003
Kurtosis	66.87949197
Mean	9595.70172
Median Absolute Deviation (MAD)	1888.5
Skewness	7.431160888
Sum	58034804
Variance	934098783.7

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	32	0.2%
2134	25	0.1%
930	25	0.1%
2111	25	0.1%
4	20	0.1%
2	20	0.1%
2384	20	0.1%
1	19	0.1%
3	18	0.1%
5	15	0.1%
4632	12	0.1%
37	12	0.1%
27	11	0.1%
7	11	0.1%
36	10	< 0.1%
8	10	< 0.1%
72	10	< 0.1%
25	9	< 0.1%
29	9	< 0.1%
58	9	< 0.1%
45	9	< 0.1%
30	8	< 0.1%
49	8	< 0.1%
23	8	< 0.1%
16	8	< 0.1%
Other values (4081)	5685	27.7%
(Missing)	14508	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32	0.2%
1	19	0.1%
2	20	0.1%
3	18	0.1%
4	20	0.1%
5	15	0.1%
6	7	< 0.1%
7	11	0.1%
8	10	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
399846	1	< 0.1%
389611	1	< 0.1%
387783	1	< 0.1%
386318	1	< 0.1%
386196	1	< 0.1%
383304	1	< 0.1%
377619	1	< 0.1%
369181	1	< 0.1%
361993	1	< 0.1%
354407	1	< 0.1%

new_tests_smoothed_per_thousand
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	1378
Unique (%)	22.8%
Missing	14508
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%

Mean	0.36638839285714275
Minimum	0.0
Maximum	4.993
Zeros	237
Zeros (%)	1.2%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	0.034
median	0.159
Q3	0.51525
95-th percentile	1.33465
Maximum	4.993
Range	4.993
Interquartile range (IQR)	0.48125

Descriptive statistics

Standard deviation	0.5311624173
Coefficient of variation (CV)	1.449725012
Kurtosis	14.87992995
Mean	0.3663883929
Median Absolute Deviation (MAD)	0.15
Skewness	3.134983854
Sum	2215.917
Variance	0.2821335136

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	237	1.2%
0.001	148	0.7%
0.002	83	0.4%
0.006	75	0.4%
0.007	57	0.3%
0.01	54	0.3%
0.008	48	0.2%
0.003	46	0.2%
0.004	45	0.2%
0.005	44	0.2%
0.009	44	0.2%
0.025	39	0.2%
0.011	39	0.2%
0.014	38	0.2%
0.016	37	0.2%
0.013	35	0.2%
0.124	33	0.2%
0.015	33	0.2%
0.036	33	0.2%
0.019	33	0.2%
0.012	33	0.2%
0.051	32	0.2%
0.285	32	0.2%
0.021	31	0.2%
0.02	28	0.1%
Other values (1353)	4691	22.8%
(Missing)	14508	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	237	1.2%
0.001	148	0.7%
0.002	83	0.4%
0.003	46	0.2%
0.004	45	0.2%
0.005	44	0.2%
0.006	75	0.4%
0.007	57	0.3%
0.008	48	0.2%
0.009	44	0.2%

Value	Count	Frequency (%)
4.993	1	< 0.1%
4.894	1	< 0.1%
4.785	1	< 0.1%
4.771	1	< 0.1%
4.642	1	< 0.1%
4.604	1	< 0.1%
4.433	1	< 0.1%
4.387	1	< 0.1%
4.352	1	< 0.1%
4.305	1	< 0.1%

tests_units
Categorical

MISSING

Distinct count	5
Unique (%)	0.1%
Missing	13909
Missing (%)	67.7%
Memory size	160.7 KiB

tests performed	2626
people tested	1925
samples tested	1078
units unclear	936
inconsistent units (COVID Tracking Project)	82

Value	Count	Frequency (%)
tests performed	2626	12.8%
people tested	1925	9.4%
samples tested	1078	5.2%
units unclear	936	4.6%
inconsistent units (COVID Tracking Project)	82	0.4%
(Missing)	13909	67.7%

Length

Max length	43
Median length	3
Mean length	6.661218136
Min length	3

Overview of Unicode Properties

Unique unicode characters	28
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	30100	22.0%
e	19912	14.5%
a	16005	11.7%
t	12522	9.1%
s	11593	8.5%
p	7554	5.5%
	6893	5.0%
r	6352	4.6%
d	5629	4.1%
o	4715	3.4%
l	3939	2.9%
m	3704	2.7%
f	2626	1.9%
u	1954	1.4%
i	1264	0.9%
c	1182	0.9%
(	82	0.1%
C	82	0.1%
O	82	0.1%
V	82	0.1%
I	82	0.1%
D	82	0.1%
T	82	0.1%
k	82	0.1%
g	82	0.1%
Other values (3)	246	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	129297	94.4%
Space Separator	6893	5.0%
Uppercase Letter	574	0.4%
Open Punctuation	82	0.1%
Close Punctuation	82	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	30100	23.3%
e	19912	15.4%
a	16005	12.4%
t	12522	9.7%
s	11593	9.0%
p	7554	5.8%
r	6352	4.9%
d	5629	4.4%
o	4715	3.6%
l	3939	3.0%
m	3704	2.9%
f	2626	2.0%
u	1954	1.5%
i	1264	1.0%
c	1182	0.9%
k	82	0.1%
g	82	0.1%
j	82	0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	6893	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	82	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	82	14.3%
O	82	14.3%
V	82	14.3%
I	82	14.3%
D	82	14.3%
T	82	14.3%
P	82	14.3%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	82	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	129871	94.8%
Common	7057	5.2%

Most frequent Latin characters

Value	Count	Frequency (%)
n	30100	23.2%
e	19912	15.3%
a	16005	12.3%
t	12522	9.6%
s	11593	8.9%
p	7554	5.8%
r	6352	4.9%
d	5629	4.3%
o	4715	3.6%
l	3939	3.0%
m	3704	2.9%
f	2626	2.0%
u	1954	1.5%
i	1264	1.0%
c	1182	0.9%
C	82	0.1%
O	82	0.1%
V	82	0.1%
I	82	0.1%
D	82	0.1%
T	82	0.1%
k	82	0.1%
g	82	0.1%
P	82	0.1%
j	82	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	6893	97.7%
(	82	1.2%
)	82	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	136928	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	30100	22.0%
e	19912	14.5%
a	16005	11.7%
t	12522	9.1%
s	11593	8.5%
p	7554	5.5%
	6893	5.0%
r	6352	4.6%
d	5629	4.1%
o	4715	3.4%
l	3939	2.9%
m	3704	2.7%
f	2626	1.9%
u	1954	1.4%
i	1264	0.9%
c	1182	0.9%
(	82	0.1%
C	82	0.1%
O	82	0.1%
V	82	0.1%
I	82	0.1%
D	82	0.1%
T	82	0.1%
k	82	0.1%
g	82	0.1%
Other values (3)	246	0.2%

stringency_index
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	157
Unique (%)	1.0%
Missing	4309
Missing (%)	21.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.562003446790186
Minimum	0.0
Maximum	100.0
Zeros	2171
Zeros (%)	10.6%
Memory size	160.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19.44
median	68.52
Q3	83.33
95-th percentile	96.3
Maximum	100
Range	100
Interquartile range (IQR)	63.89

Descriptive statistics

Standard deviation	34.11979596
Coefficient of variation (CV)	0.6140850553
Kurtosis	-1.262909198
Mean	55.56200345
Median Absolute Deviation (MAD)	20.83
Skewness	-0.5238120069
Sum	902715.87
Variance	1164.160476

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2171	10.6%
82.41	439	2.1%
96.3	420	2.0%
11.11	419	2.0%
100	369	1.8%
73.15	357	1.7%
19.44	352	1.7%
85.19	349	1.7%
93.52	347	1.7%
90.74	323	1.6%
78.7	320	1.6%
5.56	313	1.5%
13.89	302	1.5%
81.48	299	1.5%
84.26	296	1.4%
77.78	294	1.4%
79.63	287	1.4%
75.93	261	1.3%
87.04	252	1.2%
2.78	247	1.2%
87.96	228	1.1%
94.44	225	1.1%
80.56	221	1.1%
88.89	214	1.0%
86.11	213	1.0%
Other values (132)	6729	32.7%
(Missing)	4309	21.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2171	10.6%
2.78	247	1.2%
5.56	313	1.5%
8.33	187	0.9%
10.19	38	0.2%
11.11	419	2.0%
12.04	4	< 0.1%
13.89	302	1.5%
14.81	5	< 0.1%
15.74	5	< 0.1%

Value	Count	Frequency (%)
100	369	1.8%
98.15	32	0.2%
97.22	144	0.7%
96.3	420	2.0%
95.37	17	0.1%
94.44	225	1.1%
93.52	347	1.7%
92.59	163	0.8%
92.13	36	0.2%
91.67	90	0.4%

population
Real number (ℝ_≥0)

Distinct count	211
Unique (%)	1.0%
Missing	64
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%

Mean	107377797.9893129
Minimum	809.0
Maximum	7794798729.0
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	809
5-th percentile	48865
Q1	2225728
median	9537642
Q3	34813867
95-th percentile	212559409
Maximum	7794798729
Range	7794797920
Interquartile range (IQR)	32588139

Descriptive statistics

Standard deviation	684907353.4
Coefficient of variation (CV)	6.378482016
Kurtosis	114.1793924
Mean	107377798
Median Absolute Deviation (MAD)	9100159
Skewness	10.52003979
Sum	2.200385836e+12
Variance	4.690980828e+17

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
37742157	151	0.7%
25499881	151	0.7%
29136808	151	0.7%
2722291	151	0.7%
128932753	151	0.7%
331002647	151	0.7%
5421242	151	0.7%
8655541	151	0.7%
8654618	151	0.7%
51269183	151	0.7%
10708982	151	0.7%
145934460	151	0.7%
17134873	151	0.7%
212559409	151	0.7%
4105268	151	0.7%
5850343	151	0.7%
60461828	151	0.7%
10099270	151	0.7%
1326539	151	0.7%
97338583	151	0.7%
67886004	151	0.7%
9006400	151	0.7%
126476458	151	0.7%
5540718	151	0.7%
65273512	151	0.7%
Other values (186)	16717	81.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
809	76	0.4%
3483	56	0.3%
4999	69	0.3%
15002	64	0.3%
26221	58	0.3%
30237	64	0.3%
33691	71	0.3%
33938	150	0.7%
38137	80	0.4%
38718	66	0.3%

Value	Count	Frequency (%)
7794798729	151	0.7%
1439323774	151	0.7%
1380004385	150	0.7%
331002647	151	0.7%
273523621	144	0.7%
220892331	146	0.7%
212559409	151	0.7%
206139587	140	0.7%
164689383	87	0.4%
145934460	151	0.7%

population_density
Real number (ℝ_≥0)

MISSING

Distinct count	199
Unique (%)	1.0%
Missing	910
Missing (%)	4.4%
Infinite	0
Infinite (%)	0.0%

Mean	425.76778163493844
Minimum	0.13699999999999998
Maximum	19347.5
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	0.137
5-th percentile	4.289
Q1	41.285
median	93.105
Q3	227.322
95-th percentile	1209.088
Maximum	19347.5
Range	19347.363
Interquartile range (IQR)	186.037

Descriptive statistics

Standard deviation	1841.393166
Coefficient of variation (CV)	4.324876718
Kurtosis	79.04204893
Mean	425.7677816
Median Absolute Deviation (MAD)	68.387
Skewness	8.488692415
Sum	8364633.838
Variance	3390728.792

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
205.859	151	0.7%
508.544	151	0.7%
272.898	151	0.7%
4.037	151	0.7%
18.136	151	0.7%
58.045	151	0.7%
14.462	151	0.7%
527.967	151	0.7%
122.578	151	0.7%
31.033	151	0.7%
204.43	151	0.7%
214.243	151	0.7%
237.016	151	0.7%
35.608	151	0.7%
83.479	151	0.7%
3.202	151	0.7%
45.135	151	0.7%
73.726	151	0.7%
24.718	151	0.7%
136.52	151	0.7%
375.564	151	0.7%
7915.731	151	0.7%
402.606	151	0.7%
49.831	151	0.7%
137.176	151	0.7%
Other values (174)	15871	77.2%
(Missing)	910	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.137	71	0.3%
1.98	75	0.4%
3.078	76	0.4%
3.202	151	0.7%
3.404	151	0.7%
3.612	71	0.3%
3.623	66	0.3%
3.952	76	0.4%
4.037	151	0.7%
4.044	59	0.3%

Value	Count	Frequency (%)
19347.5	139	0.7%
7915.731	151	0.7%
7039.714	117	0.6%
3457.1	71	0.3%
1935.907	150	0.7%
1454.433	81	0.4%
1454.037	84	0.4%
1308.82	71	0.3%
1265.036	87	0.4%
1209.088	65	0.3%

median_age
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	133
Unique (%)	0.7%
Missing	1863
Missing (%)	9.1%
Infinite	0
Infinite (%)	0.0%

Mean	32.34845129192747
Minimum	15.1
Maximum	48.2
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	15.1
5-th percentile	18
Q1	25.3
median	32.4
Q3	40.8
95-th percentile	44.8
Maximum	48.2
Range	33.1
Interquartile range (IQR)	15.5

Descriptive statistics

Standard deviation	8.960297524
Coefficient of variation (CV)	0.2769930914
Kurtosis	-1.166204765
Mean	32.34845129
Median Absolute Deviation (MAD)	7.4
Skewness	-0.161912858
Sum	604689.6
Variance	80.28693172

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
32.4	525	2.6%
38.7	449	2.2%
31.9	316	1.5%
30.6	310	1.5%
29.1	301	1.5%
37.9	300	1.5%
39.7	295	1.4%
29.3	295	1.4%
41.2	245	1.2%
41.8	239	1.2%
43.4	238	1.2%
42.4	235	1.1%
20	234	1.1%
37.3	230	1.1%
41.4	228	1.1%
43.1	227	1.1%
28.2	225	1.1%
28.6	223	1.1%
25	218	1.1%
18.7	217	1.1%
42.2	216	1.1%
39.1	215	1.0%
27.6	214	1.0%
17.7	214	1.0%
20.3	202	1.0%
Other values (108)	12082	58.8%
(Missing)	1863	9.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.1	70	0.3%
16.4	134	0.7%
16.7	71	0.3%
16.8	143	0.7%
17	78	0.4%
17.5	132	0.6%
17.6	78	0.4%
17.7	214	1.0%
18	69	0.3%
18.1	197	1.0%

Value	Count	Frequency (%)
48.2	151	0.7%
47.9	151	0.7%
46.6	151	0.7%
46.2	90	0.4%
45.5	150	0.7%
45.3	151	0.7%
44.8	117	0.6%
44.7	81	0.4%
44.5	85	0.4%
44.4	151	0.7%

aged_65_older
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	183
Unique (%)	1.0%
Missing	2115
Missing (%)	10.3%
Infinite	0
Infinite (%)	0.0%

Mean	9.869730491838839
Minimum	1.1440000000000001
Maximum	27.049
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	1.144
5-th percentile	2.405
Q1	4.029
median	7.775
Q3	15.322
95-th percentile	20.396
Maximum	27.049
Range	25.905
Interquartile range (IQR)	11.293

Descriptive statistics

Standard deviation	6.468237517
Coefficient of variation (CV)	0.6553611087
Kurtosis	-1.050982889
Mean	9.869730492
Median Absolute Deviation (MAD)	4.796
Skewness	0.5009411594
Sum	182007.7
Variance	41.83809658

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
27.049	151	0.7%
19.677	151	0.7%
19.027	151	0.7%
5.809	151	0.7%
19.202	151	0.7%
23.021	151	0.7%
12.922	151	0.7%
15.413	151	0.7%
14.178	151	0.7%
18.517	151	0.7%
6.293	151	0.7%
13.914	151	0.7%
11.733	151	0.7%
16.821	151	0.7%
8.696	151	0.7%
14.799	151	0.7%
21.228	151	0.7%
19.985	151	0.7%
6.857	151	0.7%
16.984	151	0.7%
18.571	151	0.7%
5.44	151	0.7%
18.436	151	0.7%
19.724	151	0.7%
7.15	151	0.7%
Other values (158)	14666	71.3%
(Missing)	2115	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.144	145	0.7%
1.307	147	0.7%
2.168	69	0.3%
2.339	73	0.4%
2.345	148	0.7%
2.355	145	0.7%
2.372	150	0.7%
2.405	69	0.3%
2.409	78	0.4%
2.48	72	0.4%

Value	Count	Frequency (%)
27.049	151	0.7%
23.021	151	0.7%
21.502	90	0.4%
21.453	151	0.7%
21.228	151	0.7%
20.801	81	0.4%
20.396	151	0.7%
19.985	151	0.7%
19.754	91	0.4%
19.724	151	0.7%

aged_70_older
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	182
Unique (%)	1.0%
Missing	1957
Missing (%)	9.5%
Infinite	0
Infinite (%)	0.0%

Mean	6.284985751922146
Minimum	0.526
Maximum	18.493
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	0.526
5-th percentile	1.38
Q1	2.361
median	4.832
Q3	9.842
95-th percentile	13.799
Maximum	18.493
Range	17.967
Interquartile range (IQR)	7.481

Descriptive statistics

Standard deviation	4.442501178
Coefficient of variation (CV)	0.7068434764
Kurtosis	-0.7919614551
Mean	6.284985752
Median Absolute Deviation (MAD)	3.049
Skewness	0.6374421157
Sum	116894.45
Variance	19.73581672

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.053	257	1.3%
1.845	161	0.8%
2.063	152	0.7%
9.788	151	0.7%
9.207	151	0.7%
11.881	151	0.7%
13.433	151	0.7%
12.527	151	0.7%
9.393	151	0.7%
3.182	151	0.7%
15.957	151	0.7%
8.622	151	0.7%
3.407	151	0.7%
16.24	151	0.7%
13.491	151	0.7%
14.524	151	0.7%
9.732	151	0.7%
13.264	151	0.7%
13.079	151	0.7%
4.718	151	0.7%
12.849	151	0.7%
13.053	151	0.7%
10.797	151	0.7%
11.58	151	0.7%
3.212	151	0.7%
Other values (157)	14707	71.5%
(Missing)	1957	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.526	145	0.7%
0.617	147	0.7%
1.114	148	0.7%
1.285	59	0.3%
1.308	69	0.3%
1.337	141	0.7%
1.358	78	0.4%
1.362	69	0.3%
1.378	70	0.3%
1.38	34	0.2%

Value	Count	Frequency (%)
18.493	151	0.7%
16.24	151	0.7%
15.957	151	0.7%
14.924	90	0.4%
14.524	151	0.7%
14.136	91	0.4%
13.799	150	0.7%
13.778	151	0.7%
13.748	151	0.7%
13.491	151	0.7%

gdp_per_capita
Real number (ℝ_≥0)

MISSING

Distinct count	183
Unique (%)	1.0%
Missing	2122
Missing (%)	10.3%
Infinite	0
Infinite (%)	0.0%

Mean	23160.372423890636
Minimum	661.24
Maximum	116935.6
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	661.24
5-th percentile	1561.767
Q1	6462.531
median	15807.374
Q3	35938.374
95-th percentile	65530.537
Maximum	116935.6
Range	116274.36
Interquartile range (IQR)	29475.843

Descriptive statistics

Standard deviation	21355.07134
Coefficient of variation (CV)	0.9220521566
Kurtosis	2.733729647
Mean	23160.37242
Median Absolute Deviation (MAD)	11910.473
Skewness	1.486745566
Sum	426938305.3
Variance	456039072

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2442.804	151	0.7%
39002.223	151	0.7%
85535.383	151	0.7%
45436.686	151	0.7%
15469.207	151	0.7%
15308.712	151	0.7%
44648.71	151	0.7%
46482.958	151	0.7%
26808.164	151	0.7%
24765.954	151	0.7%
48472.545	151	0.7%
46682.515	151	0.7%
29481.252	151	0.7%
39753.244	151	0.7%
32605.906	151	0.7%
17336.469	151	0.7%
64800.057	151	0.7%
45229.245	151	0.7%
35220.084	151	0.7%
57410.166	151	0.7%
42658.576	151	0.7%
14103.452	151	0.7%
46949.283	151	0.7%
38605.671	151	0.7%
35938.374	151	0.7%
Other values (158)	14659	71.3%
(Missing)	2122	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
661.24	75	0.4%
702.225	59	0.3%
752.788	74	0.4%
808.133	78	0.4%
926	70	0.3%
1095.042	57	0.3%
1136.103	68	0.3%
1390.3	59	0.3%
1413.89	28	0.1%
1416.44	70	0.3%

Value	Count	Frequency (%)
116935.6	147	0.7%
94277.965	144	0.7%
85535.383	151	0.7%
71809.251	80	0.4%
67335.293	150	0.7%
67293.483	145	0.7%
65530.537	148	0.7%
64800.057	151	0.7%
57410.166	151	0.7%
56861.47	150	0.7%

extreme_poverty
Real number (ℝ_≥0)

MISSING

Distinct count	73
Unique (%)	0.6%
Missing	8331
Missing (%)	40.5%
Infinite	0
Infinite (%)	0.0%

Mean	10.198298568507157
Minimum	0.1
Maximum	77.6
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.5
median	1.5
Q3	10
95-th percentile	52.2
Maximum	77.6
Range	77.5
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	17.60508628
Coefficient of variation (CV)	1.726276806
Kurtosis	3.790537814
Mean	10.19829857
Median Absolute Deviation (MAD)	1.3
Skewness	2.125502709
Sum	124674.2
Variance	309.9390629

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2	1671	8.1%
0.5	1224	6.0%
0.7	920	4.5%
0.1	755	3.7%
1	418	2.0%
2	384	1.9%
1.3	316	1.5%
1.5	309	1.5%
2.5	300	1.5%
5.7	293	1.4%
3.4	228	1.1%
1.1	158	0.8%
2.2	154	0.7%
1.2	151	0.7%
15	151	0.7%
10	151	0.7%
21.2	150	0.7%
4.2	148	0.7%
4	146	0.7%
3.6	146	0.7%
1.4	143	0.7%
1.8	142	0.7%
5	142	0.7%
1.6	142	0.7%
18.9	113	0.5%
Other values (48)	3370	16.4%
(Missing)	8331	40.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	755	3.7%
0.2	1671	8.1%
0.5	1224	6.0%
0.6	84	0.4%
0.7	920	4.5%
1	418	2.0%
1.1	158	0.8%
1.2	151	0.7%
1.3	316	1.5%
1.4	143	0.7%

Value	Count	Frequency (%)
77.6	70	0.3%
77.1	78	0.4%
71.7	59	0.3%
71.4	57	0.3%
67.1	64	0.3%
62.9	68	0.3%
59.6	15	0.1%
57.5	72	0.4%
56	76	0.4%
52.2	59	0.3%

cvd_death_rate
Real number (ℝ_≥0)

MISSING

Distinct count	186
Unique (%)	1.0%
Missing	1944
Missing (%)	9.5%
Infinite	0
Infinite (%)	0.0%

Mean	245.31734053298948
Minimum	79.37
Maximum	724.4169999999999
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	79.37
5-th percentile	99.403
Q1	151.089
median	233.07
Q3	311.11
95-th percentile	460.043
Maximum	724.417
Range	645.047
Interquartile range (IQR)	160.021

Descriptive statistics

Standard deviation	119.001868
Coefficient of variation (CV)	0.4850935842
Kurtosis	0.8065004189
Mean	245.3173405
Median Absolute Deviation (MAD)	81.981
Skewness	0.9385523442
Sum	4565846.342
Variance	14161.44458

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
233.07	151	0.7%
79.37	151	0.7%
151.089	151	0.7%
177.961	151	0.7%
133.982	151	0.7%
114.767	151	0.7%
253.782	151	0.7%
260.942	151	0.7%
113.151	151	0.7%
93.32	151	0.7%
114.898	151	0.7%
92.243	151	0.7%
443.129	151	0.7%
245.465	151	0.7%
109.361	151	0.7%
114.316	151	0.7%
107.791	151	0.7%
86.06	151	0.7%
261.899	151	0.7%
152.783	151	0.7%
342.989	151	0.7%
153.507	151	0.7%
260.797	151	0.7%
122.137	151	0.7%
227.485	151	0.7%
Other values (161)	14837	72.2%
(Missing)	1944	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
79.37	151	0.7%
85.755	87	0.4%
85.998	151	0.7%
86.06	151	0.7%
92.243	151	0.7%
93.32	151	0.7%
99.403	150	0.7%
99.739	151	0.7%
103.957	150	0.7%
105.599	151	0.7%

Value	Count	Frequency (%)
724.417	75	0.4%
597.029	141	0.7%
561.494	70	0.3%
559.812	144	0.7%
539.849	77	0.4%
525.432	147	0.7%
496.218	148	0.7%
495.003	50	0.2%
466.792	78	0.4%
460.043	75	0.4%

diabetes_prevalence
Real number (ℝ_≥0)

MISSING

Distinct count	141
Unique (%)	0.7%
Missing	1259
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%

Mean	8.00911333367881
Minimum	0.99
Maximum	23.36
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	0.99
5-th percentile	2.42
Q1	5.31
median	7.11
Q3	10.08
95-th percentile	16.52
Maximum	23.36
Range	22.37
Interquartile range (IQR)	4.77

Descriptive statistics

Standard deviation	4.029353695
Coefficient of variation (CV)	0.5030961015
Kurtosis	1.496405661
Mean	8.009113334
Median Absolute Deviation (MAD)	2.3
Skewness	1.133265288
Sum	154551.86
Variance	16.2356912

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.42	989	4.8%
7.11	690	3.4%
10.08	469	2.3%
3.94	435	2.1%
11.62	422	2.1%
5.31	302	1.5%
5.59	302	1.5%
9.74	300	1.5%
16.52	297	1.4%
9.59	292	1.4%
6.05	274	1.3%
8.83	233	1.1%
5.72	232	1.1%
7.2	230	1.1%
4.28	227	1.1%
6.1	224	1.1%
4	208	1.0%
8.33	199	1.0%
8.27	160	0.8%
6.18	151	0.7%
7.26	151	0.7%
13.06	151	0.7%
8.11	151	0.7%
16.74	151	0.7%
6	151	0.7%
Other values (116)	11906	57.9%
(Missing)	1259	6.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.99	74	0.4%
1.82	70	0.3%
1.91	73	0.4%
2.16	71	0.3%
2.42	989	4.8%
2.5	69	0.3%
2.92	85	0.4%
3.28	150	0.7%
3.3	68	0.3%
3.67	151	0.7%

Value	Count	Frequency (%)
23.36	70	0.3%
22.63	72	0.4%
22.02	71	0.3%
21.52	72	0.4%
17.72	85	0.4%
17.65	70	0.3%
17.31	147	0.7%
17.26	145	0.7%
17.11	67	0.3%
16.74	151	0.7%

female_smokers
Real number (ℝ_≥0)

MISSING

Distinct count	107
Unique (%)	0.7%
Missing	5405
Missing (%)	26.3%
Infinite	0
Infinite (%)	0.0%

Mean	11.310047785624711
Minimum	0.1
Maximum	44.0
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	1.9
median	7
Q3	19.8
95-th percentile	30.2
Maximum	44
Range	43.9
Interquartile range (IQR)	17.9

Descriptive statistics

Standard deviation	10.56988318
Coefficient of variation (CV)	0.9345568986
Kurtosis	-0.5626221244
Mean	11.31004779
Median Absolute Deviation (MAD)	6.1
Skewness	0.7661125146
Sum	171358.534
Variance	111.7224305

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.9	518	2.5%
2	445	2.2%
0.8	411	2.0%
1	389	1.9%
0.3	363	1.8%
2.8	290	1.4%
30.1	232	1.1%
1.2	230	1.1%
19.6	230	1.1%
20.9	228	1.1%
5.3	226	1.1%
1.7	223	1.1%
0.7	219	1.1%
0.2	216	1.1%
1.5	216	1.1%
0.6	214	1.0%
1.6	213	1.0%
0.4	181	0.9%
4.7	162	0.8%
7.1	158	0.8%
15.4	151	0.7%
35.3	151	0.7%
24.5	151	0.7%
12	151	0.7%
25.1	151	0.7%
Other values (82)	9032	43.9%
(Missing)	5405	26.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	70	0.3%
0.2	216	1.1%
0.3	363	1.8%
0.4	181	0.9%
0.5	145	0.7%
0.6	214	1.0%
0.7	219	1.1%
0.8	411	2.0%
0.9	77	0.4%
1	389	1.9%

Value	Count	Frequency (%)
44	73	0.4%
37.7	94	0.5%
35.3	151	0.7%
34.3	151	0.7%
34.2	86	0.4%
30.5	151	0.7%
30.2	78	0.4%
30.1	232	1.1%
29	77	0.4%
28.4	151	0.7%

male_smokers
Real number (ℝ_≥0)

MISSING

Distinct count	122
Unique (%)	0.8%
Missing	5569
Missing (%)	27.1%
Infinite	0
Infinite (%)	0.0%

Mean	32.63865917128177
Minimum	7.7
Maximum	78.1
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	7.7
5-th percentile	13.5
Q1	21.4
median	31.4
Q3	40.8
95-th percentile	53.3
Maximum	78.1
Range	70.4
Interquartile range (IQR)	19.4

Descriptive statistics

Standard deviation	13.21017567
Coefficient of variation (CV)	0.4047401458
Kurtosis	0.4076086274
Mean	32.63865917
Median Absolute Deviation (MAD)	9.5
Skewness	0.5597867572
Sum	489155.585
Variance	174.5087413

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
24.7	355	1.7%
31.4	301	1.5%
16.5	297	1.4%
33.7	293	1.4%
16.6	240	1.2%
33.1	239	1.2%
30.9	231	1.1%
37.8	228	1.1%
18.8	223	1.1%
12.3	220	1.1%
40.7	218	1.1%
34.8	158	0.8%
20.4	158	0.8%
40.9	151	0.7%
21.4	151	0.7%
42.4	151	0.7%
17.9	151	0.7%
18.9	151	0.7%
20.7	151	0.7%
45.9	151	0.7%
39.3	151	0.7%
28.3	151	0.7%
15.2	151	0.7%
38	151	0.7%
58.3	151	0.7%
Other values (97)	10014	48.7%
(Missing)	5569	27.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.7	77	0.4%
8.5	77	0.4%
9.9	82	0.4%
10.8	140	0.7%
11.4	69	0.3%
12.3	220	1.1%
13.5	86	0.4%
14.2	77	0.4%
14.5	73	0.4%
15.2	151	0.7%

Value	Count	Frequency (%)
78.1	69	0.3%
76.1	144	0.7%
65.8	82	0.4%
58.3	151	0.7%
55.5	148	0.7%
55	81	0.4%
53.9	15	0.1%
53.3	76	0.4%
52.7	79	0.4%
52.3	75	0.4%

handwashing_facilities
Real number (ℝ_≥0)

MISSING

Distinct count	92
Unique (%)	1.1%
Missing	12421
Missing (%)	60.4%
Infinite	0
Infinite (%)	0.0%

Mean	55.26476140135218
Minimum	1.188
Maximum	98.999
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	1.188
5-th percentile	6.144
Q1	24.64
median	59.607
Q3	83.841
95-th percentile	95.803
Maximum	98.999
Range	97.811
Interquartile range (IQR)	59.201

Descriptive statistics

Standard deviation	30.95356979
Coefficient of variation (CV)	0.5600959636
Kurtosis	-1.358829925
Mean	55.2647614
Median Absolute Deviation (MAD)	27.372
Skewness	-0.2613331165
Sum	449578.834
Variance	958.1234829

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
87.847	151	0.7%
85.847	151	0.7%
47.782	151	0.7%
60.13	151	0.7%
59.55	150	0.7%
94.576	149	0.7%
78.463	147	0.7%
89.827	147	0.7%
80.635	146	0.7%
83.741	146	0.7%
59.607	146	0.7%
97.4	145	0.7%
90.67	144	0.7%
83.241	144	0.7%
64.204	144	0.7%
55.182	142	0.7%
94.043	142	0.7%
66.229	142	0.7%
37.746	141	0.7%
41.949	140	0.7%
43.993	113	0.5%
97.719	94	0.5%
20.859	89	0.4%
34.808	87	0.4%
65.386	86	0.4%
Other values (67)	4747	23.1%
(Missing)	12421	60.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.188	74	0.4%
2.117	15	0.1%
2.735	78	0.4%
4.472	78	0.4%
4.617	76	0.4%
5.818	71	0.3%
6.144	59	0.3%
6.403	64	0.3%
7.876	73	0.4%
7.96	77	0.4%

Value	Count	Frequency (%)
98.999	78	0.4%
97.719	94	0.5%
97.4	145	0.7%
97.164	78	0.4%
95.803	81	0.4%
94.576	149	0.7%
94.043	142	0.7%
90.67	144	0.7%
90.65	72	0.4%
90.083	67	0.3%

hospital_beds_per_100k
Real number (ℝ_≥0)

MISSING

Distinct count	100
Unique (%)	0.6%
Missing	3392
Missing (%)	16.5%
Infinite	0
Infinite (%)	0.0%

Mean	3.227052318806805
Minimum	0.1
Maximum	13.8
Zeros	0
Zeros (%)	0.0%
Memory size	160.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.4
median	2.6
Q3	4.28
95-th percentile	8
Maximum	13.8
Range	13.7
Interquartile range (IQR)	2.88

Descriptive statistics

Standard deviation	2.608836739
Coefficient of variation (CV)	0.8084271593
Kurtosis	3.733886779
Mean	3.227052319
Median Absolute Deviation (MAD)	1.3
Skewness	1.762623971
Sum	55389.126
Variance	6.806029131

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.6	597	2.9%
0.8	515	2.5%
0.7	486	2.4%
1.3	434	2.1%
1.5	431	2.1%
1.4	384	1.9%
0.3	374	1.8%
2	370	1.8%
3.6	369	1.8%
2.6	366	1.8%
2.1	366	1.8%
2.5	302	1.5%
2.3	300	1.5%
1.9	297	1.4%
1.2	292	1.4%
0.9	291	1.4%
3.8	289	1.4%
0.5	284	1.4%
2.9	271	1.3%
1.1	265	1.3%
1.7	225	1.1%
0.6	222	1.1%
1	222	1.1%
2.2	179	0.9%
2.7	165	0.8%
Other values (75)	8868	43.1%
(Missing)	3392	16.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	65	0.3%
0.2	70	0.3%
0.3	374	1.8%
0.4	78	0.4%
0.5	284	1.4%
0.53	150	0.7%
0.6	222	1.1%
0.7	486	2.4%
0.8	515	2.5%
0.9	291	1.4%

Value	Count	Frequency (%)
13.8	139	0.7%
13.05	151	0.7%
12.27	151	0.7%
11	151	0.7%
8.8	77	0.4%
8.05	151	0.7%
8	151	0.7%
7.454	81	0.4%
7.37	151	0.7%
7.02	87	0.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	iso_code	location	date	total_cases	new_cases	total_cases_per_million	new_cases_per_million	total_tests	new_tests	total_tests_per_thousand	new_tests_per_thousand	new_tests_smoothed	new_tests_smoothed_per_thousand	tests_units	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	extreme_poverty	cvd_death_rate	diabetes_prevalence	female_smokers	male_smokers	handwashing_facilities	hospital_beds_per_100k
0	ABW	Aruba	2020-03-13	2	2	18.733	18.733	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
1	ABW	Aruba	2020-03-20	4	2	37.465	18.733	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30.56	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
2	ABW	Aruba	2020-03-24	12	8	112.395	74.930	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
3	ABW	Aruba	2020-03-25	17	5	159.227	46.831	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
4	ABW	Aruba	2020-03-26	19	2	177.959	18.733	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
5	ABW	Aruba	2020-03-27	28	9	262.256	84.296	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
6	ABW	Aruba	2020-03-28	28	0	262.256	0.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
7	ABW	Aruba	2020-03-29	28	0	262.256	0.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.41	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
8	ABW	Aruba	2020-03-30	50	22	468.314	206.058	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.41	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
9	ABW	Aruba	2020-04-01	55	5	515.145	46.831	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.41	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN

Last rows

	iso_code	location	date	total_cases	new_cases	total_deaths	new_deaths	total_cases_per_million	new_cases_per_million	total_deaths_per_million	new_deaths_per_million	total_tests	new_tests	total_tests_per_thousand	new_tests_per_thousand	new_tests_smoothed	new_tests_smoothed_per_thousand	tests_units	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	extreme_poverty	cvd_death_rate	diabetes_prevalence	female_smokers	male_smokers	handwashing_facilities	hospital_beds_per_100k
20546	NaN	International	2020-02-23	634	0	2	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20547	NaN	International	2020-02-24	691	57	3	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20548	NaN	International	2020-02-25	691	0	3	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20549	NaN	International	2020-02-26	691	0	4	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20550	NaN	International	2020-02-27	705	14	4	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20551	NaN	International	2020-02-28	705	0	4	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20552	NaN	International	2020-02-29	705	0	6	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20553	NaN	International	2020-03-01	705	0	6	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20554	NaN	International	2020-03-02	705	0	6	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
20555	NaN	International	2020-03-10	696	-9	7	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Dash Punctuation characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Open Punctuation characters

Most frequent Uppercase Letter characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows